Chapter 7: Time Series Flashcards
1
Q
What is a timeseries
A
It is a set of observations recorded over a period of time such that the time spent between each observation is the same
2
Q
Name the movement components of a timeseries
A
- The long-term movement
- The cyclic component
- The seasonal component
- Irregular variation
3
Q
What is the difference between the additive model and multiplication of model
A
Additive
Y=L+S+C+I
Multiplicative
Y=L *S *C *I
Y being the timeseries value at a certain point in time
4
Q
What are the properties of a long term movement
A
- Allows to identify a historical pattern
- Allows to predict future trends
5
Q
What are the properties of a cyclic component
A
- Fluctuating movement around the long-term movement
- Forms a pattern over time
- Length of period may vary from a few years to several decades
6
Q
What are the properties of a seasonal component
A
- Gives rise to the systematic monthly/quarterly variation patterns
- Caused by regular occurring events such as seasonal weather, school holidays
7
Q
What are the properties of irregular variation
A
- Unpredictable and random variation
- Caused by events such as natural disasters or human events
- difficult to represent mathematically